Image Classification on AG-MNIST (test)
98.81Top-1 AccuracyICPNet
Evaluation Results
| Method | Links | |
|---|---|---|
| ICPNetInterval (I)=6, Orientation=UR2025.08 | 98.81 | |
| ICPNetInterval (I)=6, Orientation=UL2025.08 | 98.73 | |
| HumanInterval (I)=4, Orientation=UL2025.08 | 98.67 | |
| HumanInterval (I)=4, Orientation=UR2025.08 | 98.67 | |
| HumanInterval (I)=8, Orientation=Hor2025.08 | 98.67 | |
| ICPNetInterval (I)=6, Orientation=Ver2025.08 | 98.5 | |
| HumanInterval (I)=4, Orientation=Hor2025.08 | 98.33 | |
| ICPNetInterval (I)=6, Orientation=Hor2025.08 | 98.15 | |
| ICPNetInterval (I)=10, Orientation=UR2025.08 | 98.08 | |
| HumanInterval (I)=4, Orientation=Ver2025.08 | 97.67 | |
| HumanInterval (I)=8, Orientation=UR2025.08 | 97.67 | |
| ICPNetInterval (I)=10, Orientation=UL2025.08 | 97.55 | |
| ICPNetInterval (I)=14, Orientation=UR2025.08 | 96.18 | |
| HumanInterval (I)=8, Orientation=UL2025.08 | 96 | |
| ICPNetInterval (I)=10, Orientation=Ver2025.08 | 95.9 | |
| Swin-BInterval (I)=4, Orientation=UL2025.08 | 95.74 | |
| HumanInterval (I)=8, Orientation=Ver2025.08 | 94.67 | |
| ICPNetInterval (I)=10, Orientation=Hor2025.08 | 94.33 | |
| ICPNetInterval (I)=14, Orientation=UL2025.08 | 93.15 | |
| ICPNetInterval (I)=14, Orientation=Ver2025.08 | 86.09 | |
| ICPNetInterval (I)=4, Orientation=Hor2025.08 | 81.27 | |
| ICPNetInterval (I)=4, Orientation=UL2025.08 | 77.72 | |
| ICPNetInterval (I)=14, Orientation=Hor2025.08 | 77.45 | |
| ICPNetInterval (I)=4, Orientation=UR2025.08 | 70.94 | |
| ICPNetInterval (I)=4, Orientation=Ver2025.08 | 67.43 | |
| ICPNetInterval (I)=8, Orientation=UL2025.08 | 58.22 | |
| ICPNetInterval (I)=8, Orientation=UR2025.08 | 49.48 | |
| BaselineInterval (I)=4, Orientation=Hor2025.08 | 49.02 | |
| ResNet101Interval (I)=12, Orientation=Ver2025.08 | 44.59 | |
| ICPNetInterval (I)=8, Orientation=Hor2025.08 | 42.46 | |
| ICPNetInterval (I)=12, Orientation=Hor2025.08 | 38.28 | |
| ICPNetInterval (I)=12, Orientation=UR2025.08 | 37.73 | |
| ICPNetInterval (I)=12, Orientation=UL2025.08 | 35.26 | |
| ICPNetInterval (I)=8, Orientation=Ver2025.08 | 35.22 | |
| ICPNetInterval (I)=12, Orientation=Ver2025.08 | 27.89 | |
| BaselineInterval (I)=4, Orientation=UL2025.08 | 19.09 | |
| VGG16Interval (I)=4, Orientation=Hor2025.08 | 17.18 | |
| MambaOut-BInterval (I)=4, Orientation=Hor2025.08 | 14.02 | |
| ConvNeXt-BInterval (I)=4, Orientation=Hor2025.08 | 11.99 | |
| ResNet18Interval (I)=4, Orientation=Hor2025.08 | 9.8 | |
| ResNet101Interval (I)=4, Orientation=Hor2025.08 | 9.74 | |
| ViT-L-16Interval (I)=4, Orientation=Hor2025.08 | 9.06 | |
| Swin-BInterval (I)=4, Orientation=Hor2025.08 | 7.95 |